Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text.

MITAuto-check passedDevOps & Cloud

Install Exa Observability

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill exa-observability -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace exa-observability --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/exa-observability .claude/skills/exa-observability && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
exa-observability
GitHub stars
2.8k
Token cost
~1.2k tokens
SKILL.md length
554 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text.

  • Works in 6 steps: Define service-level objectives for each… → Emit endpoint, status, tag, latency,… → Measure Contents status mix and… → …
  • Reviewing this Exa boundary
  • SKILL.md covers Overview, Prerequisites, Current Contract and Authentication, plus 8 more sections
  • Needs EXA_API_KEY

What it does

Exa Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text. Use when operating or reviewing this Exa boundary. Trigger with "Exa observability", "review Exa observability", or "fix Exa observability".

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Designed for Claude Code; live Exa work requires network access

It sits in DevOps & Cloud, covering Observability and Async programming. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.

When your agent uses it

  • Reviewing this Exa boundary
  • With Exa observability
  • Review Exa observability
  • Fix Exa observability

Example prompts

  • “Exa observability”
  • “review Exa observability”
  • “fix Exa observability”
  • “/exa-observability”

Requirements

  • A credential in EXA_API_KEY
  • Compatibility (from SKILL.md): Designed for Claude Code; live Exa work requires network access
  • Pre-approved tools (allowed-tools): Read, Glob, Grep, Write, Edit

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Define service-level objectives for each endpoint and asynchronous product.
  2. Emit endpoint, status, tag, latency, attempt, result count, and request ID safely.
  3. Measure Contents status mix and freshness mode rather than logging page content.
  4. Track run age, terminal state, webhook lag, queue depth, and reconciliation drift.
  5. Attribute cost by environment, workload, key, product, and owner.
  6. Alert on error-class shifts, stalled state, throttling, overload, credit risk, and missing events.

What it can do on your machine

Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Glob
    • Grep
    • Write
    • Edit

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • EXA_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Designed for Claude Code; live Exa work requires network access

    From compatibility in the SKILL.md frontmatter.

Context cost

Exa Observability loads about 1.2k tokens when it runs, and up to ~1.7k if it reads all its reference files. Until then it costs about 78 tokens; SKILL.md has 554 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~78
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 554 words, ~1,214 tokens.

Download SKILL.mdSave it as .claude/skills/exa-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
exa-observability
description
Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text. Use when operating or reviewing this Exa boundary. Trigger with "Exa observability", "review Exa observability", or "fix Exa observability".
allowed-tools
Read, Glob, Grep, Write, Edit
compatibility
Designed for Claude Code; live Exa work requires network access
argument-hint
<service> <slo> <dashboard>
version
1.12.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, exa
model
inherit
effort
high

Exa Operational Telemetry

Overview

Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text. Treat credentials, queries, retrieved content, generated output, spend, and destructive state as separately governed boundaries.

Prerequisites

  • The target repository, environment, Exa team, product surface, and accountable owner.
  • The workload's data classification, latency and freshness promise, cost ceiling, and retention policy.
  • Current first-party documentation plus credentials only for a narrowly approved live check.

Current Contract

Exa responses expose request IDs and often costDollars; errors expose status and tags; Contents exposes per-URL statuses. Agent, Monitor, Webset, and Batch operations add IDs, states, queues, events, and terminal outcomes that must be reconciled separately.

Authentication

For normal REST work, inject EXA_API_KEY from an approved server-side secret manager and send it only as Authorization: Bearer to the configured first-party Exa API host. Team Management service keys, hosted MCP OAuth or enterprise managed authorization, and payment-protocol calls are separate trust models. Never print, commit, place in a URL, or expose a credential to an untrusted client.

Instructions

  1. Define service-level objectives for each endpoint and asynchronous product.
  2. Emit endpoint, status, tag, latency, attempt, result count, and request ID safely.
  3. Measure Contents status mix and freshness mode rather than logging page content.
  4. Track run age, terminal state, webhook lag, queue depth, and reconciliation drift.
  5. Attribute cost by environment, workload, key, product, and owner.
  6. Alert on error-class shifts, stalled state, throttling, overload, credit risk, and missing events.

Tool Discipline

Use Read, Glob, and Grep to inspect repository code, configuration, fixtures, and evidence. Use Write and Edit only for approved implementation or documentation changes. Do not call Exa, run paid research, create or alter a Monitor, Webset, Agent run, Batch, team, member, API key, budget, webhook, or deployment merely because this skill was invoked.

Approval Boundaries

Require an accountable owner before live queries involving sensitive intent, production credentials, spend or rate-limit changes, forced live crawling, generated summaries, external delivery, deployment, member or key changes, schedule creation, or destructive cancellation, stopping, deletion, or revocation. Read-only repository inspection and synthetic offline validation do not authorize live vendor actions.

Show full SKILL.md (199 more words)Show less

Failure Modes

  • Raw queries, URLs, highlights, summaries, and outputs are not safe default labels.
  • HTTP success can hide partial Contents failures.
  • Webhook delivery metrics without run reconciliation can report false completion.

Output

Return the operation scope, environment, team and product surface, authorization class, contract and policy decisions, deterministic validation results, content-free identifiers, status and cost counts, risks, cleanup or rollback state, and a concise pass or fail receipt. Exclude credentials, raw queries, prompts, presigned URLs, retrieved content, generated output, and customer-derived data unless separately approved.

Example

  • A trace records request ID, Search type, content mode, result count, latency, cost, and redacted policy outcome, never the query or text.
  • Finish with request or resource IDs, assertion counts, cost and terminal state, rollback or deletion status, and the decision owner; never reproduce secrets or retrieved content.

Validation

Rerun the smallest relevant deterministic test, compare actual behavior with the requested outcome and current first-party contract, verify sensitive fields are absent from evidence, and confirm deadlines, terminal state, downstream retention, and rollback before reporting success.

References

Review the dated first-party evidence map before relying on any endpoint, parameter, search type, price, limit, beta, compliance, identity, retry, or lifecycle claim.

© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/.curated/exa-observability of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

Exa Observability next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Exa Observability compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
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Operating Livekit Agentslivekit-examples/agent-starter-python2641 repos~2.4kAutomated safety check: PassMIT
Dt Obs ServicesDynatrace/dynatrace-for-ai163—~3.3kAutomated safety check: PassApache-2.0
Vercel Optimize Auditvercel-labs/agent-skills32k8 repos~4.3kAutomated safety check: PassNone
Kubeshark Installerkubeshark/kubeshark12k—~3.6kAutomated safety check: NotesApache-2.0
Kubeshark KFL2 Filter Referencekubeshark/kubeshark12k—~3.6kAutomated safety check: PassApache-2.0

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Categories

Questions about Exa Observability

What does Exa Observability do?

Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text. Exa Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Exa calls with content-free metrics, traces, cost, and asynchronous lifecycle signals that support diagnosis without logging retrieved text.

When should I use Exa Observability?

Exa Observability fits situations like: reviewing this Exa boundary; with Exa observability; review Exa observability; fix Exa observability.

How do I install Exa Observability in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill exa-observability -a claude-code`. Or copy the skill folder (skills/.curated/exa-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/exa-observability in your project. Claude Code loads it when a task matches its description.

How do I install Exa Observability in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill exa-observability -a codex`. Or copy the skill folder (skills/.curated/exa-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/exa-observability in your project. Codex loads it when a task matches its description.

Can I use Exa Observability in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill exa-observability -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/exa-observability, .gemini/skills/exa-observability, .github/skills/exa-observability and .opencode/skills/exa-observability in your project.

What does Exa Observability need to run?

Going by SKILL.md and its folder, Exa Observability needs credentials named EXA_API_KEY. Our summary lists: A credential in EXA_API_KEY. Its frontmatter pre-approves these tools: Read, Glob, Grep, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; live Exa work requires network access.

Does Exa Observability access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Exa Observability safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Exa Observability use?

Exa Observability is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Exa Observability use?

About 1.2k tokens (SKILL.md is roughly 4.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 459 tokens, read only when the agent opens those files.

What are the alternatives to Exa Observability?

Skills that share tags, products or a category with Exa Observability: Operating Livekit Agents (livekit-examples/agent-starter-python, 264 stars), Dt Obs Services (Dynatrace/dynatrace-for-ai, 163 stars), Vercel Optimize Audit (vercel-labs/agent-skills, 32k stars) and Kubeshark Installer (kubeshark/kubeshark, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Exa Observability?

jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.

Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.